Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 1605 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 326.1 KiB |
| Average record size in memory | 208.1 B |
Variable types
| Numeric | 25 |
|---|---|
| Categorical | 1 |
depth_midpoint_previous is highly correlated with depth_midpoint_current | High correlation |
depth_midpoint_current is highly correlated with depth_midpoint_previous | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
slope has 351 (21.9%) zeros | Zeros |
aspect has 24 (1.5%) zeros | Zeros |
cwd has 23 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-03-10 16:45:50.759744 |
|---|---|
| Analysis finished | 2021-03-10 16:47:39.439336 |
| Duration | 1 minute and 48.68 seconds |
| Software version | pandas-profiling v2.12.0 |
| Download configuration | config.yaml |
| Distinct | 1605 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802 |
| Minimum | 0 |
|---|---|
| Maximum | 1604 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 80.2 |
| Q1 | 401 |
| median | 802 |
| Q3 | 1203 |
| 95-th percentile | 1523.8 |
| Maximum | 1604 |
| Range | 1604 |
| Interquartile range (IQR) | 802 |
Descriptive statistics
| Standard deviation | 463.4679061 |
|---|---|
| Coefficient of variation (CV) | 0.5778901573 |
| Kurtosis | -1.2 |
| Mean | 802 |
| Median Absolute Deviation (MAD) | 401 |
| Skewness | 0 |
| Sum | 1287210 |
| Variance | 214802.5 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1603 | 1 | 0.1% |
| 1074 | 1 | 0.1% |
| 1054 | 1 | 0.1% |
| 1056 | 1 | 0.1% |
| 1058 | 1 | 0.1% |
| 1060 | 1 | 0.1% |
| 1062 | 1 | 0.1% |
| 1064 | 1 | 0.1% |
| 1066 | 1 | 0.1% |
| 1068 | 1 | 0.1% |
| Other values (1595) | 1595 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 |
| Value | Count | Frequency (%) |
| 1604 | 1 | |
| 1603 | 1 | |
| 1602 | 1 | |
| 1601 | 1 | |
| 1600 | 1 |
temp_c
Real number (ℝ)
| Distinct | 86 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.66483074 |
| Minimum | -1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | 0.2% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 9.5 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 30 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 6.517625506 |
|---|---|
| Coefficient of variation (CV) | 0.416067407 |
| Kurtosis | -1.172427871 |
| Mean | 15.66483074 |
| Median Absolute Deviation (MAD) | 5.9 |
| Skewness | 0.1537982391 |
| Sum | 25142.05333 |
| Variance | 42.47944224 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 125 | 7.8% |
| 13.9 | 108 | 6.7% |
| 22 | 101 | 6.3% |
| 23 | 98 | 6.1% |
| 18 | 83 | 5.2% |
| 9 | 75 | 4.7% |
| 24 | 60 | 3.7% |
| 26 | 57 | 3.6% |
| 9.3 | 56 | 3.5% |
| 17 | 52 | 3.2% |
| Other values (76) | 790 |
| Value | Count | Frequency (%) |
| -1 | 4 | 0.2% |
| 1.2 | 5 | 0.3% |
| 3 | 8 | 0.5% |
| 5 | 23 | |
| 5.6 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 29 | 2 | 0.1% |
| 28.5 | 8 | |
| 28 | 2 | 0.1% |
| 27.9 | 5 | |
| 27 | 3 | 0.2% |
precipitation_mm
Real number (ℝ≥0)
| Distinct | 193 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1061.195484 |
| Minimum | 1.642 |
|---|---|
| Maximum | 4065 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 1.642 |
|---|---|
| 5-th percentile | 353 |
| Q1 | 605 |
| median | 948 |
| Q3 | 1462 |
| 95-th percentile | 2090 |
| Maximum | 4065 |
| Range | 4063.358 |
| Interquartile range (IQR) | 857 |
Descriptive statistics
| Standard deviation | 602.1028798 |
|---|---|
| Coefficient of variation (CV) | 0.5673816831 |
| Kurtosis | 2.012908021 |
| Mean | 1061.195484 |
| Median Absolute Deviation (MAD) | 378 |
| Skewness | 1.143206291 |
| Sum | 1703218.752 |
| Variance | 362527.8779 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2090 | 108 | 6.7% |
| 1500 | 93 | 5.8% |
| 719 | 56 | 3.5% |
| 1462 | 48 | 3.0% |
| 714 | 45 | 2.8% |
| 424 | 42 | 2.6% |
| 735 | 42 | 2.6% |
| 2600 | 30 | 1.9% |
| 1553 | 27 | 1.7% |
| 578 | 27 | 1.7% |
| Other values (183) | 1087 |
| Value | Count | Frequency (%) |
| 1.642 | 6 | |
| 79 | 12 | |
| 138 | 11 | |
| 146 | 2 | 0.1% |
| 160 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 4065 | 6 | 0.4% |
| 3670 | 2 | 0.1% |
| 2600 | 30 | |
| 2500 | 6 | 0.4% |
| 2370 | 3 | 0.2% |
| Distinct | 58 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.25875389 |
| Minimum | 0.15 |
|---|---|
| Maximum | 175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0.15 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 10 |
| median | 15 |
| Q3 | 40 |
| 95-th percentile | 75 |
| Maximum | 175 |
| Range | 174.85 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 26.46977508 |
|---|---|
| Coefficient of variation (CV) | 0.9366929335 |
| Kurtosis | 5.897472685 |
| Mean | 28.25875389 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 2.060267673 |
| Sum | 45355.3 |
| Variance | 700.6489928 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 413 | |
| 10 | 121 | 7.5% |
| 7.5 | 116 | 7.2% |
| 5 | 110 | 6.9% |
| 50 | 96 | 6.0% |
| 25 | 85 | 5.3% |
| 22.5 | 79 | 4.9% |
| 45 | 59 | 3.7% |
| 75 | 56 | 3.5% |
| 40 | 50 | 3.1% |
| Other values (48) | 420 |
| Value | Count | Frequency (%) |
| 0.15 | 1 | 0.1% |
| 0.4 | 1 | 0.1% |
| 0.75 | 1 | 0.1% |
| 1 | 16 | |
| 1.5 | 10 |
| Value | Count | Frequency (%) |
| 175 | 6 | |
| 160 | 5 | |
| 136 | 3 | |
| 135 | 3 | |
| 125 | 6 |
| Distinct | 55 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.35781931 |
| Minimum | 0.15 |
|---|---|
| Maximum | 175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0.15 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 10 |
| median | 15 |
| Q3 | 40 |
| 95-th percentile | 75 |
| Maximum | 175 |
| Range | 174.85 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 26.40742133 |
|---|---|
| Coefficient of variation (CV) | 0.9312218628 |
| Kurtosis | 5.94758117 |
| Mean | 28.35781931 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 2.074106069 |
| Sum | 45514.3 |
| Variance | 697.3519011 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 413 | |
| 10 | 137 | 8.5% |
| 7.5 | 116 | 7.2% |
| 5 | 110 | 6.9% |
| 50 | 96 | 6.0% |
| 25 | 85 | 5.3% |
| 22.5 | 79 | 4.9% |
| 45 | 59 | 3.7% |
| 75 | 58 | 3.6% |
| 40 | 50 | 3.1% |
| Other values (45) | 402 |
| Value | Count | Frequency (%) |
| 0.15 | 1 | 0.1% |
| 0.4 | 1 | 0.1% |
| 0.75 | 1 | 0.1% |
| 1.5 | 10 | |
| 2.5 | 20 |
| Value | Count | Frequency (%) |
| 175 | 6 | |
| 160 | 5 | |
| 136 | 3 | |
| 135 | 3 | |
| 125 | 6 |
soc_g_kg_previous
Real number (ℝ≥0)
| Distinct | 337 |
|---|---|
| Distinct (%) | 21.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.62790322 |
| Minimum | 1.1 |
|---|---|
| Maximum | 78.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 3.6 |
| Q1 | 6.956666667 |
| median | 11.5 |
| Q3 | 17.3 |
| 95-th percentile | 34.2 |
| Maximum | 78.7 |
| Range | 77.6 |
| Interquartile range (IQR) | 10.34333333 |
Descriptive statistics
| Standard deviation | 9.980985466 |
|---|---|
| Coefficient of variation (CV) | 0.7323933334 |
| Kurtosis | 7.715712168 |
| Mean | 13.62790322 |
| Median Absolute Deviation (MAD) | 4.78 |
| Skewness | 2.213312396 |
| Sum | 21872.78467 |
| Variance | 99.62007088 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 97 | 6.0% |
| 6.956666667 | 79 | 4.9% |
| 18.2 | 59 | 3.7% |
| 4.2 | 43 | 2.7% |
| 16.19333333 | 39 | 2.4% |
| 21.1 | 36 | 2.2% |
| 11.36666667 | 31 | 1.9% |
| 28 | 27 | 1.7% |
| 9.112666667 | 25 | 1.6% |
| 10.16666667 | 25 | 1.6% |
| Other values (327) | 1144 |
| Value | Count | Frequency (%) |
| 1.1 | 2 | |
| 1.2 | 1 | 0.1% |
| 1.3 | 2 | |
| 1.5 | 4 | |
| 1.6 | 2 |
| Value | Count | Frequency (%) |
| 78.7 | 5 | |
| 65.5 | 1 | 0.1% |
| 59.7 | 1 | 0.1% |
| 51.9 | 2 | 0.1% |
| 51.8 | 1 | 0.1% |
soc_mg_ha_previous
Real number (ℝ≥0)
| Distinct | 725 |
|---|---|
| Distinct (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.4551838 |
| Minimum | 0.6 |
|---|---|
| Maximum | 1050 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 3.43 |
| Q1 | 14.1 |
| median | 33.33 |
| Q3 | 69.51 |
| 95-th percentile | 233.36 |
| Maximum | 1050 |
| Range | 1049.4 |
| Interquartile range (IQR) | 55.41 |
Descriptive statistics
| Standard deviation | 129.2433062 |
|---|---|
| Coefficient of variation (CV) | 1.887998819 |
| Kurtosis | 29.40743579 |
| Mean | 68.4551838 |
| Median Absolute Deviation (MAD) | 22.13333333 |
| Skewness | 5.013558208 |
| Sum | 109870.57 |
| Variance | 16703.83219 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.02333333 | 46 | 2.9% |
| 22.91 | 39 | 2.4% |
| 333.4 | 30 | 1.9% |
| 436.78 | 18 | 1.1% |
| 955 | 17 | 1.1% |
| 27 | 16 | 1.0% |
| 38.09333333 | 15 | 0.9% |
| 37.39666667 | 14 | 0.9% |
| 2.73 | 14 | 0.9% |
| 4.58 | 14 | 0.9% |
| Other values (715) | 1382 |
| Value | Count | Frequency (%) |
| 0.6 | 1 | 0.1% |
| 1 | 2 | 0.1% |
| 1.06 | 1 | 0.1% |
| 1.1 | 1 | 0.1% |
| 1.136666667 | 12 |
| Value | Count | Frequency (%) |
| 1050 | 1 | 0.1% |
| 990 | 2 | 0.1% |
| 955 | 17 | |
| 885 | 2 | 0.1% |
| 606 | 1 | 0.1% |
latitud
Real number (ℝ)
| Distinct | 207 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.82641745 |
| Minimum | -37.62 |
|---|---|
| Maximum | 64.33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 481 |
| Negative (%) | 30.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | -37.62 |
|---|---|
| 5-th percentile | -32.76 |
| Q1 | -8.03 |
| median | 37.89 |
| Q3 | 48.75 |
| 95-th percentile | 53.7 |
| Maximum | 64.33 |
| Range | 101.95 |
| Interquartile range (IQR) | 56.78 |
Descriptive statistics
| Standard deviation | 30.01959462 |
|---|---|
| Coefficient of variation (CV) | 1.315125104 |
| Kurtosis | -1.176529709 |
| Mean | 22.82641745 |
| Median Absolute Deviation (MAD) | 13.54 |
| Skewness | -0.6649155977 |
| Sum | 36636.4 |
| Variance | 901.1760611 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41.91 | 108 | 6.7% |
| -33.83 | 66 | 4.1% |
| 49.8 | 56 | 3.5% |
| -18.48 | 48 | 3.0% |
| 48.75 | 45 | 2.8% |
| 29.72 | 42 | 2.6% |
| -3.12 | 30 | 1.9% |
| 53.82 | 27 | 1.7% |
| -19.75 | 27 | 1.7% |
| 44.97 | 24 | 1.5% |
| Other values (197) | 1132 |
| Value | Count | Frequency (%) |
| -37.62 | 11 | 0.7% |
| -35.72 | 2 | 0.1% |
| -35.29 | 1 | 0.1% |
| -33.83 | 66 | |
| -32.76 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 64.33 | 1 | 0.1% |
| 63.2 | 1 | 0.1% |
| 58.73 | 1 | 0.1% |
| 57.62 | 1 | 0.1% |
| 56.83 | 12 |
longitud
Real number (ℝ)
| Distinct | 217 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.088870197 |
| Minimum | -122.49 |
|---|---|
| Maximum | 175.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 845 |
| Negative (%) | 52.6% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | -122.49 |
|---|---|
| 5-th percentile | -97.934 |
| Q1 | -49.14 |
| median | -1.2 |
| Q3 | 14.62 |
| 95-th percentile | 104 |
| Maximum | 175.92 |
| Range | 298.41 |
| Interquartile range (IQR) | 63.76 |
Descriptive statistics
| Standard deviation | 56.77242343 |
|---|---|
| Coefficient of variation (CV) | -8.008670191 |
| Kurtosis | 0.1307959161 |
| Mean | -7.088870197 |
| Median Absolute Deviation (MAD) | 43.18 |
| Skewness | 0.4648744747 |
| Sum | -11377.63667 |
| Variance | 3223.108063 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41.98 | 108 | 6.7% |
| 6.72 | 74 | 4.6% |
| 19.9 | 66 | 4.1% |
| -49.14 | 48 | 3.0% |
| 8.92 | 45 | 2.8% |
| 76.97 | 42 | 2.6% |
| -60.02 | 30 | 1.9% |
| 12.07 | 27 | 1.7% |
| -48.64 | 27 | 1.7% |
| 9.68 | 24 | 1.5% |
| Other values (207) | 1114 |
| Value | Count | Frequency (%) |
| -122.49 | 2 | 0.1% |
| -109.57 | 12 | |
| -108.75 | 5 | |
| -106.35 | 4 | 0.2% |
| -104.8 | 5 |
| Value | Count | Frequency (%) |
| 175.92 | 11 | |
| 144.45 | 1 | 0.1% |
| 139.85 | 2 | 0.1% |
| 127 | 2 | 0.1% |
| 120 | 2 | 0.1% |
elevation
Real number (ℝ)
| Distinct | 191 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 366.1750779 |
| Minimum | -3 |
|---|---|
| Maximum | 2514 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | 0.2% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | -3 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 125 |
| median | 246 |
| Q3 | 535 |
| 95-th percentile | 1134.4 |
| Maximum | 2514 |
| Range | 2517 |
| Interquartile range (IQR) | 410 |
Descriptive statistics
| Standard deviation | 375.7752878 |
|---|---|
| Coefficient of variation (CV) | 1.02621754 |
| Kurtosis | 5.252558044 |
| Mean | 366.1750779 |
| Median Absolute Deviation (MAD) | 199 |
| Skewness | 2.03471172 |
| Sum | 587711 |
| Variance | 141207.0669 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 137 | 112 | 7.0% |
| 162 | 66 | 4.1% |
| 150 | 56 | 3.5% |
| 476 | 51 | 3.2% |
| 535 | 48 | 3.0% |
| 253 | 42 | 2.6% |
| 10 | 39 | 2.4% |
| 47 | 32 | 2.0% |
| 636 | 27 | 1.7% |
| 103 | 24 | 1.5% |
| Other values (181) | 1108 |
| Value | Count | Frequency (%) |
| -3 | 4 | 0.2% |
| 3 | 9 | 0.6% |
| 9 | 6 | 0.4% |
| 10 | 39 | |
| 11 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2514 | 1 | 0.1% |
| 1951 | 12 | |
| 1901 | 4 | 0.2% |
| 1845 | 18 | |
| 1739 | 2 | 0.1% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.31294704 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 351 |
| Zeros (%) | 21.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 89.97 |
| median | 90 |
| Q3 | 90 |
| 95-th percentile | 90 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 37.21135331 |
|---|---|
| Coefficient of variation (CV) | 0.5292247712 |
| Kurtosis | -0.1441595302 |
| Mean | 70.31294704 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.36235849 |
| Sum | 112852.28 |
| Variance | 1384.684815 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 90 | 858 | |
| 0 | 351 | |
| 89.99 | 263 | 16.4% |
| 89.97 | 68 | 4.2% |
| 89.98 | 44 | 2.7% |
| 89.92 | 10 | 0.6% |
| 89.96 | 4 | 0.2% |
| 89.87 | 3 | 0.2% |
| 89.7 | 2 | 0.1% |
| 89.89 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 351 | |
| 89.7 | 2 | 0.1% |
| 89.87 | 3 | 0.2% |
| 89.89 | 2 | 0.1% |
| 89.92 | 10 | 0.6% |
| Value | Count | Frequency (%) |
| 90 | 858 | |
| 89.99 | 263 | 16.4% |
| 89.98 | 44 | 2.7% |
| 89.97 | 68 | 4.2% |
| 89.96 | 4 | 0.2% |
slopeclass
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.440706127 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.544851405 |
|---|---|
| Coefficient of variation (CV) | 0.4489925463 |
| Kurtosis | -0.5265035054 |
| Mean | 3.440706127 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.3523611714 |
| Sum | 5522.333333 |
| Variance | 2.386565863 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 3 | 390 | |
| 2 | 374 | |
| 5 | 347 | |
| 4 | 211 | |
| 1 | 142 | 8.8% |
| 6 | 103 | 6.4% |
| 8 | 16 | 1.0% |
| 7 | 15 | 0.9% |
| 5.333333333 | 3 | 0.2% |
| 4.666666667 | 2 | 0.1% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 142 | 8.8% |
| 1.333333333 | 1 | 0.1% |
| 2 | 374 | |
| 3 | 390 | |
| 4 | 211 |
| Value | Count | Frequency (%) |
| 8 | 16 | 1.0% |
| 7 | 15 | 0.9% |
| 6 | 103 | |
| 5.666666667 | 1 | 0.1% |
| 5.333333333 | 3 | 0.2% |
| Distinct | 196 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 173.005215 |
| Minimum | 0 |
|---|---|
| Maximum | 360 |
| Zeros | 24 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.77 |
| Q1 | 86.63 |
| median | 159.78 |
| Q3 | 273.37 |
| 95-th percentile | 341.57 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range (IQR) | 186.74 |
Descriptive statistics
| Standard deviation | 107.693652 |
|---|---|
| Coefficient of variation (CV) | 0.6224878943 |
| Kurtosis | -1.194809579 |
| Mean | 173.005215 |
| Median Absolute Deviation (MAD) | 98.66 |
| Skewness | 0.04388824022 |
| Sum | 277673.37 |
| Variance | 11597.92267 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 302.09 | 108 | 6.7% |
| 143.37 | 66 | 4.1% |
| 6.77 | 56 | 3.5% |
| 273.37 | 48 | 3.0% |
| 22.83 | 45 | 2.8% |
| 329.04 | 44 | 2.7% |
| 270 | 31 | 1.9% |
| 261.16 | 30 | 1.9% |
| 135 | 28 | 1.7% |
| 155.85 | 27 | 1.7% |
| Other values (186) | 1122 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 3.37 | 5 | 0.3% |
| 3.74 | 2 | 0.1% |
| 4.09 | 12 | |
| 4.76 | 12 |
| Value | Count | Frequency (%) |
| 360 | 9 | |
| 354.47 | 2 | 0.1% |
| 354.09 | 3 | 0.2% |
| 352.97 | 1 | 0.1% |
| 352.41 | 4 |
hillshade
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 KiB |
| 0.0 | |
|---|---|
| 158.33 | |
| 42.42 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 4.057320872 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6512 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 158.33 |
|---|---|
| 2nd row | 158.33 |
| 3rd row | 158.33 |
| 4th row | 158.33 |
| 5th row | 158.33 |
| Value | Count | Frequency (%) |
| 0.0 | 961 | |
| 158.33 | 409 | |
| 42.42 | 235 | 14.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 0.0 | 961 | |
| 158.33 | 409 | |
| 42.42 | 235 | 14.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1922 | |
| . | 1605 | |
| 3 | 818 | |
| 4 | 470 | 7.2% |
| 2 | 470 | 7.2% |
| 1 | 409 | 6.3% |
| 5 | 409 | 6.3% |
| 8 | 409 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4907 | |
| Other Punctuation | 1605 | 24.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 1922 | |
| 3 | 818 | |
| 4 | 470 | 9.6% |
| 2 | 470 | 9.6% |
| 1 | 409 | 8.3% |
| 5 | 409 | 8.3% |
| 8 | 409 | 8.3% |
| Value | Count | Frequency (%) |
| . | 1605 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6512 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 1922 | |
| . | 1605 | |
| 3 | 818 | |
| 4 | 470 | 7.2% |
| 2 | 470 | 7.2% |
| 1 | 409 | 6.3% |
| 5 | 409 | 6.3% |
| 8 | 409 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6512 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 1922 | |
| . | 1605 | |
| 3 | 818 | |
| 4 | 470 | 7.2% |
| 2 | 470 | 7.2% |
| 1 | 409 | 6.3% |
| 5 | 409 | 6.3% |
| 8 | 409 | 6.3% |
rougness
Real number (ℝ≥0)
| Distinct | 200 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.14402077 |
| Minimum | 0 |
|---|---|
| Maximum | 315.63 |
| Zeros | 8 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.36 |
| Q1 | 10.05 |
| median | 20.76 |
| Q3 | 46.1 |
| 95-th percentile | 114.18 |
| Maximum | 315.63 |
| Range | 315.63 |
| Interquartile range (IQR) | 36.05 |
Descriptive statistics
| Standard deviation | 42.34846696 |
|---|---|
| Coefficient of variation (CV) | 1.204997779 |
| Kurtosis | 9.58259801 |
| Mean | 35.14402077 |
| Median Absolute Deviation (MAD) | 13.28 |
| Skewness | 2.706988334 |
| Sum | 56406.15333 |
| Variance | 1793.392654 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.1 | 108 | 6.7% |
| 22.43 | 66 | 4.1% |
| 5.48 | 61 | 3.8% |
| 104.35 | 56 | 3.5% |
| 11.36 | 50 | 3.1% |
| 16 | 48 | 3.0% |
| 29.22 | 45 | 2.8% |
| 24.04 | 30 | 1.9% |
| 19.03 | 27 | 1.7% |
| 10.77 | 27 | 1.7% |
| Other values (190) | 1087 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1.41 | 8 | |
| 2 | 9 | |
| 2.45 | 2 | 0.1% |
| 2.83 | 4 |
| Value | Count | Frequency (%) |
| 315.63 | 2 | 0.1% |
| 292.55 | 4 | 0.2% |
| 242.82 | 3 | 0.2% |
| 222.19 | 16 | |
| 189.99 | 2 | 0.1% |
| Distinct | 209 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -384.1270218 |
| Minimum | -1451.29 |
|---|---|
| Maximum | 0 |
| Zeros | 23 |
| Zeros (%) | 1.4% |
| Negative | 1582 |
| Negative (%) | 98.6% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | -1451.29 |
|---|---|
| 5-th percentile | -1108.83 |
| Q1 | -507.33 |
| median | -256 |
| Q3 | -138.71 |
| 95-th percentile | -30.46 |
| Maximum | 0 |
| Range | 1451.29 |
| Interquartile range (IQR) | 368.62 |
Descriptive statistics
| Standard deviation | 346.9062657 |
|---|---|
| Coefficient of variation (CV) | -0.9031029997 |
| Kurtosis | 0.1909949419 |
| Mean | -384.1270218 |
| Median Absolute Deviation (MAD) | 180.58 |
| Skewness | -1.102328575 |
| Sum | -616523.87 |
| Variance | 120343.9572 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -30.46 | 108 | 6.7% |
| -198.58 | 74 | 4.6% |
| -1108.83 | 66 | 4.1% |
| -69.42 | 54 | 3.4% |
| -507.33 | 48 | 3.0% |
| -927.04 | 42 | 2.6% |
| -186 | 32 | 2.0% |
| -189.71 | 30 | 1.9% |
| -405.29 | 27 | 1.7% |
| -255.42 | 24 | 1.5% |
| Other values (199) | 1100 |
| Value | Count | Frequency (%) |
| -1451.29 | 12 | |
| -1389.58 | 2 | 0.1% |
| -1275.54 | 12 | |
| -1248.75 | 8 | |
| -1174.54 | 4 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 23 | |
| -0.5 | 2 | 0.1% |
| -10.67 | 11 | |
| -11.5 | 1 | 0.1% |
| -16.04 | 8 | 0.5% |
pt10
Real number (ℝ≥0)
| Distinct | 218 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.36081828 |
| Minimum | 0.01 |
|---|---|
| Maximum | 131.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 15.09 |
| Q1 | 30.79 |
| median | 40.97 |
| Q3 | 50.93 |
| 95-th percentile | 85.01 |
| Maximum | 131.07 |
| Range | 131.06 |
| Interquartile range (IQR) | 20.14 |
Descriptive statistics
| Standard deviation | 18.93595019 |
|---|---|
| Coefficient of variation (CV) | 0.4470156847 |
| Kurtosis | 0.884345287 |
| Mean | 42.36081828 |
| Median Absolute Deviation (MAD) | 10.18 |
| Skewness | 0.7080079546 |
| Sum | 67989.11333 |
| Variance | 358.5702094 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85.01 | 108 | 6.7% |
| 15.09 | 66 | 4.1% |
| 38.07 | 61 | 3.8% |
| 43.96 | 48 | 3.0% |
| 41.86 | 45 | 2.8% |
| 21.65 | 42 | 2.6% |
| 62.71 | 30 | 1.9% |
| 47.73 | 27 | 1.7% |
| 30.79 | 27 | 1.7% |
| 37.84 | 24 | 1.5% |
| Other values (208) | 1127 |
| Value | Count | Frequency (%) |
| 0.01 | 8 | |
| 5.28 | 12 | |
| 7.08 | 2 | 0.1% |
| 8.43 | 2 | 0.1% |
| 12.95 | 12 |
| Value | Count | Frequency (%) |
| 131.07 | 2 | 0.1% |
| 102.71 | 1 | 0.1% |
| 101.93 | 2 | 0.1% |
| 101.04 | 3 | |
| 92.4 | 6 |
avg_percipitation
Real number (ℝ≥0)
| Distinct | 129 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.2801661 |
| Minimum | 0 |
|---|---|
| Maximum | 370 |
| Zeros | 12 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 39 |
| median | 64 |
| Q3 | 191 |
| 95-th percentile | 288 |
| Maximum | 370 |
| Range | 370 |
| Interquartile range (IQR) | 152 |
Descriptive statistics
| Standard deviation | 97.32284784 |
|---|---|
| Coefficient of variation (CV) | 0.8825054517 |
| Kurtosis | -0.5073600095 |
| Mean | 110.2801661 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 0.928165467 |
| Sum | 176999.6667 |
| Variance | 9471.736712 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 191 | 108 | 6.7% |
| 18 | 87 | 5.4% |
| 62 | 69 | 4.3% |
| 34 | 60 | 3.7% |
| 54 | 52 | 3.2% |
| 272 | 48 | 3.0% |
| 49 | 45 | 2.8% |
| 288 | 38 | 2.4% |
| 42 | 36 | 2.2% |
| 65 | 33 | 2.1% |
| Other values (119) | 1029 |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 1 | 12 | |
| 3 | 4 | 0.2% |
| 4 | 9 | |
| 5 | 7 |
| Value | Count | Frequency (%) |
| 370 | 15 | |
| 329 | 4 | 0.2% |
| 324 | 18 | |
| 322 | 2 | 0.1% |
| 305 | 15 |
bd_avg
Real number (ℝ≥0)
| Distinct | 205 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1303.795202 |
| Minimum | 688 |
|---|---|
| Maximum | 1512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 688 |
|---|---|
| 5-th percentile | 1061.5 |
| Q1 | 1232.67 |
| median | 1322.33 |
| Q3 | 1379.5 |
| 95-th percentile | 1472.5 |
| Maximum | 1512 |
| Range | 824 |
| Interquartile range (IQR) | 146.83 |
Descriptive statistics
| Standard deviation | 122.8896505 |
|---|---|
| Coefficient of variation (CV) | 0.09425533267 |
| Kurtosis | 1.688913801 |
| Mean | 1303.795202 |
| Median Absolute Deviation (MAD) | 61.67 |
| Skewness | -1.007073387 |
| Sum | 2092591.3 |
| Variance | 15101.86621 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1202.33 | 108 | 6.7% |
| 1491.5 | 66 | 4.1% |
| 1471.67 | 58 | 3.6% |
| 1293 | 56 | 3.5% |
| 1319 | 48 | 3.0% |
| 1286 | 45 | 2.8% |
| 1379.5 | 35 | 2.2% |
| 1383 | 34 | 2.1% |
| 1362.5 | 30 | 1.9% |
| 1308 | 27 | 1.7% |
| Other values (195) | 1098 |
| Value | Count | Frequency (%) |
| 688 | 4 | |
| 845.5 | 1 | 0.1% |
| 909.67 | 1 | 0.1% |
| 929.5 | 5 | |
| 944.5 | 3 |
| Value | Count | Frequency (%) |
| 1512 | 4 | 0.2% |
| 1508.5 | 8 | 0.5% |
| 1491.5 | 66 | |
| 1491 | 2 | 0.1% |
| 1472.5 | 12 | 0.7% |
ph_avg
Real number (ℝ≥0)
| Distinct | 116 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.14003115 |
| Minimum | 45 |
|---|---|
| Maximum | 84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 50.5 |
| Q1 | 54.5 |
| median | 59.5 |
| Q3 | 66 |
| 95-th percentile | 77.45 |
| Maximum | 84 |
| Range | 39 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 8.384852445 |
|---|---|
| Coefficient of variation (CV) | 0.1371417758 |
| Kurtosis | -0.5611486727 |
| Mean | 61.14003115 |
| Median Absolute Deviation (MAD) | 5.25 |
| Skewness | 0.5176320428 |
| Sum | 98129.75 |
| Variance | 70.30575052 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54.5 | 115 | 7.2% |
| 64.75 | 75 | 4.7% |
| 57.25 | 68 | 4.2% |
| 62.75 | 68 | 4.2% |
| 70 | 67 | 4.2% |
| 52 | 66 | 4.1% |
| 50.5 | 51 | 3.2% |
| 53 | 50 | 3.1% |
| 64.25 | 43 | 2.7% |
| 54 | 42 | 2.6% |
| Other values (106) | 960 |
| Value | Count | Frequency (%) |
| 45 | 10 | |
| 45.25 | 1 | 0.1% |
| 45.75 | 18 | |
| 46 | 1 | 0.1% |
| 47 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 84 | 2 | 0.1% |
| 80.25 | 5 | 0.3% |
| 79.75 | 8 | |
| 79.5 | 12 | |
| 79.25 | 14 |
cat_avg
Real number (ℝ≥0)
| Distinct | 91 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.62056075 |
| Minimum | 5.25 |
|---|---|
| Maximum | 50.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 5.25 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 11.75 |
| median | 18 |
| Q3 | 21.5 |
| 95-th percentile | 28.05 |
| Maximum | 50.5 |
| Range | 45.25 |
| Interquartile range (IQR) | 9.75 |
Descriptive statistics
| Standard deviation | 6.925355805 |
|---|---|
| Coefficient of variation (CV) | 0.3930269816 |
| Kurtosis | 1.791071236 |
| Mean | 17.62056075 |
| Median Absolute Deviation (MAD) | 4.75 |
| Skewness | 0.7545410865 |
| Sum | 28281 |
| Variance | 47.96055302 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19.5 | 128 | 8.0% |
| 13.75 | 88 | 5.5% |
| 17.5 | 80 | 5.0% |
| 11.75 | 69 | 4.3% |
| 11 | 64 | 4.0% |
| 23.5 | 62 | 3.9% |
| 21.5 | 59 | 3.7% |
| 18 | 59 | 3.7% |
| 7.75 | 45 | 2.8% |
| 20.75 | 40 | 2.5% |
| Other values (81) | 911 |
| Value | Count | Frequency (%) |
| 5.25 | 12 | 0.7% |
| 6.25 | 6 | 0.4% |
| 6.5 | 34 | |
| 6.75 | 18 | |
| 7 | 15 |
| Value | Count | Frequency (%) |
| 50.5 | 4 | 0.2% |
| 47 | 6 | 0.4% |
| 41.75 | 1 | 0.1% |
| 36.75 | 18 | |
| 35.5 | 5 | 0.3% |
clay_avg
Real number (ℝ≥0)
| Distinct | 102 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.93650052 |
| Minimum | 2.5 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 12.75 |
| Q1 | 20.5 |
| median | 26.25 |
| Q3 | 30.25 |
| 95-th percentile | 38 |
| Maximum | 44 |
| Range | 41.5 |
| Interquartile range (IQR) | 9.75 |
Descriptive statistics
| Standard deviation | 7.672610514 |
|---|---|
| Coefficient of variation (CV) | 0.295822889 |
| Kurtosis | -0.01006382244 |
| Mean | 25.93650052 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | -0.003036648845 |
| Sum | 41628.08333 |
| Variance | 58.86895211 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30.25 | 110 | 6.9% |
| 22.25 | 79 | 4.9% |
| 29.75 | 63 | 3.9% |
| 16.5 | 59 | 3.7% |
| 35.5 | 58 | 3.6% |
| 20.5 | 56 | 3.5% |
| 28 | 52 | 3.2% |
| 26 | 50 | 3.1% |
| 44 | 48 | 3.0% |
| 27.75 | 48 | 3.0% |
| Other values (92) | 982 |
| Value | Count | Frequency (%) |
| 2.5 | 2 | 0.1% |
| 4 | 6 | |
| 6.25 | 1 | 0.1% |
| 6.75 | 1 | 0.1% |
| 7.5 | 13 |
| Value | Count | Frequency (%) |
| 44 | 48 | |
| 42.25 | 1 | 0.1% |
| 41.25 | 2 | 0.1% |
| 39.75 | 3 | 0.2% |
| 39.25 | 4 | 0.2% |
slit_avg
Real number (ℝ≥0)
| Distinct | 142 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.03161994 |
| Minimum | 6.75 |
|---|---|
| Maximum | 64.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 6.75 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 19.5 |
| median | 32.25 |
| Q3 | 41.5 |
| 95-th percentile | 53.25 |
| Maximum | 64.25 |
| Range | 57.5 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 13.1474565 |
|---|---|
| Coefficient of variation (CV) | 0.4236793478 |
| Kurtosis | -0.9641516511 |
| Mean | 31.03161994 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0.1958998105 |
| Sum | 49805.75 |
| Variance | 172.8556124 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19.5 | 124 | 7.7% |
| 35.75 | 117 | 7.3% |
| 13.75 | 66 | 4.1% |
| 41.5 | 62 | 3.9% |
| 47.5 | 47 | 2.9% |
| 22.5 | 46 | 2.9% |
| 15.5 | 44 | 2.7% |
| 13 | 42 | 2.6% |
| 17.25 | 27 | 1.7% |
| 34.75 | 24 | 1.5% |
| Other values (132) | 1006 |
| Value | Count | Frequency (%) |
| 6.75 | 4 | |
| 8 | 9 | |
| 9.5 | 2 | 0.1% |
| 9.75 | 6 | |
| 10.58333333 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 64.25 | 2 | 0.1% |
| 63 | 1 | 0.1% |
| 62 | 2 | 0.1% |
| 59.75 | 3 | |
| 59.25 | 5 |
sand_avg
Real number (ℝ≥0)
| Distinct | 136 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.03187954 |
| Minimum | 9.5 |
|---|---|
| Maximum | 82.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 9.5 |
|---|---|
| 5-th percentile | 21.25 |
| Q1 | 34 |
| median | 42 |
| Q3 | 54.25 |
| 95-th percentile | 64.75 |
| Maximum | 82.75 |
| Range | 73.25 |
| Interquartile range (IQR) | 20.25 |
Descriptive statistics
| Standard deviation | 13.84781531 |
|---|---|
| Coefficient of variation (CV) | 0.3218036361 |
| Kurtosis | -0.3736465888 |
| Mean | 43.03187954 |
| Median Absolute Deviation (MAD) | 9.25 |
| Skewness | 0.2337130123 |
| Sum | 69066.16667 |
| Variance | 191.7619887 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34 | 119 | 7.4% |
| 45 | 75 | 4.7% |
| 64 | 66 | 4.1% |
| 42 | 61 | 3.8% |
| 24.5 | 60 | 3.7% |
| 36.5 | 54 | 3.4% |
| 54.75 | 53 | 3.3% |
| 27.5 | 39 | 2.4% |
| 59 | 37 | 2.3% |
| 40.5 | 35 | 2.2% |
| Other values (126) | 1006 |
| Value | Count | Frequency (%) |
| 9.5 | 1 | 0.1% |
| 14.75 | 2 | 0.1% |
| 15.25 | 14 | |
| 15.75 | 23 | |
| 16 | 4 | 0.2% |
| Value | Count | Frequency (%) |
| 82.75 | 6 | |
| 80.5 | 2 | 0.1% |
| 79.25 | 4 | 0.2% |
| 77.5 | 4 | 0.2% |
| 75.25 | 12 |
gridsoc_g_kg_avg
Real number (ℝ≥0)
| Distinct | 157 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.06370717 |
| Minimum | 3.75 |
|---|---|
| Maximum | 164.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | 3.75 |
|---|---|
| 5-th percentile | 7.75 |
| Q1 | 15 |
| median | 29.5 |
| Q3 | 48 |
| 95-th percentile | 76.5 |
| Maximum | 164.75 |
| Range | 161 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 23.68881271 |
|---|---|
| Coefficient of variation (CV) | 0.7164596696 |
| Kurtosis | 5.4698822 |
| Mean | 33.06370717 |
| Median Absolute Deviation (MAD) | 14.83333333 |
| Skewness | 1.792597784 |
| Sum | 53067.25 |
| Variance | 561.1598477 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 48.75 | 108 | 6.7% |
| 7.75 | 78 | 4.9% |
| 16.5 | 62 | 3.9% |
| 16.25 | 60 | 3.7% |
| 43.5 | 56 | 3.5% |
| 14.5 | 48 | 3.0% |
| 37.75 | 45 | 2.8% |
| 30.25 | 37 | 2.3% |
| 37 | 32 | 2.0% |
| 9.5 | 31 | 1.9% |
| Other values (147) | 1048 |
| Value | Count | Frequency (%) |
| 3.75 | 2 | 0.1% |
| 4.5 | 24 | 1.5% |
| 7.75 | 78 | |
| 8 | 2 | 0.1% |
| 8.25 | 12 | 0.7% |
| Value | Count | Frequency (%) |
| 164.75 | 5 | |
| 162.5 | 1 | 0.1% |
| 158 | 2 | 0.1% |
| 148 | 4 | |
| 133.5 | 2 | 0.1% |
soc_change_mg
Real number (ℝ)
| Distinct | 1021 |
|---|---|
| Distinct (%) | 63.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.266650052 |
| Minimum | -490 |
|---|---|
| Maximum | 324 |
| Zeros | 12 |
| Zeros (%) | 0.7% |
| Negative | 636 |
| Negative (%) | 39.6% |
| Memory size | 12.7 KiB |
Quantile statistics
| Minimum | -490 |
|---|---|
| 5-th percentile | -31.782 |
| Q1 | -3.6 |
| median | 1.7 |
| Q3 | 8.69 |
| 95-th percentile | 53.19333333 |
| Maximum | 324 |
| Range | 814 |
| Interquartile range (IQR) | 12.29 |
Descriptive statistics
| Standard deviation | 54.52941232 |
|---|---|
| Coefficient of variation (CV) | -43.05010073 |
| Kurtosis | 27.8776923 |
| Mean | -1.266650052 |
| Median Absolute Deviation (MAD) | 6.1 |
| Skewness | -4.299485809 |
| Sum | -2032.973333 |
| Variance | 2973.456808 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 48.38 | 42 | 2.6% |
| 23.40333333 | 36 | 2.2% |
| -317.2 | 29 | 1.8% |
| 53.26666667 | 18 | 1.1% |
| -68.33333333 | 17 | 1.1% |
| 4.24 | 15 | 0.9% |
| 64.84666667 | 14 | 0.9% |
| -4.366666667 | 14 | 0.9% |
| 0.2866666667 | 12 | 0.7% |
| 0 | 12 | 0.7% |
| Other values (1011) | 1396 |
| Value | Count | Frequency (%) |
| -490 | 1 | 0.1% |
| -430 | 1 | 0.1% |
| -325 | 1 | 0.1% |
| -317.2 | 29 | |
| -316.9666667 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 324 | 1 | |
| 294.1 | 1 | |
| 165 | 1 | |
| 140.85 | 1 | |
| 132.69 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Unnamed: 0 | temp_c | precipitation_mm | depth_midpoint_previous | depth_midpoint_current | soc_g_kg_previous | soc_mg_ha_previous | latitud | longitud | elevation | slope | slopeclass | aspect | hillshade | rougness | cwd | pt10 | avg_percipitation | bd_avg | ph_avg | cat_avg | clay_avg | slit_avg | sand_avg | gridsoc_g_kg_avg | soc_change_mg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 21.0 | 1500.0 | 5.0 | 5.0 | 48.393333 | 17.39 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | 3.31 |
| 1 | 1 | 21.0 | 1500.0 | 15.0 | 15.0 | 43.580000 | 15.57 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | -3.03 |
| 2 | 2 | 21.0 | 1500.0 | 40.0 | 40.0 | 43.580000 | 55.38 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | -24.46 |
| 3 | 3 | 21.0 | 1500.0 | 80.0 | 80.0 | 36.720000 | 36.10 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | 0.13 |
| 4 | 4 | 21.0 | 1500.0 | 5.0 | 5.0 | 48.393333 | 16.28 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | 0.15 |
| 5 | 5 | 21.0 | 1500.0 | 15.0 | 15.0 | 43.580000 | 18.26 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | -3.75 |
| 6 | 6 | 21.0 | 1500.0 | 40.0 | 40.0 | 43.580000 | 63.95 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | -21.25 |
| 7 | 7 | 21.0 | 1500.0 | 80.0 | 80.0 | 36.720000 | 49.20 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | -9.78 |
| 8 | 8 | 21.0 | 1500.0 | 5.0 | 5.0 | 48.393333 | 13.59 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | 1.01 |
| 9 | 9 | 21.0 | 1500.0 | 15.0 | 15.0 | 43.580000 | 15.33 | -21.35 | -47.07 | 622.0 | 90.0 | 3.0 | 329.53 | 158.33 | 33.97 | -320.33 | 45.65 | 261.0 | 1347.5 | 52.0 | 11.0 | 35.5 | 19.5 | 45.0 | 16.5 | 0.63 |
Last rows
| Unnamed: 0 | temp_c | precipitation_mm | depth_midpoint_previous | depth_midpoint_current | soc_g_kg_previous | soc_mg_ha_previous | latitud | longitud | elevation | slope | slopeclass | aspect | hillshade | rougness | cwd | pt10 | avg_percipitation | bd_avg | ph_avg | cat_avg | clay_avg | slit_avg | sand_avg | gridsoc_g_kg_avg | soc_change_mg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1595 | 1595 | 24.0 | 735.0 | 125.0 | 125.0 | 4.200 | 21.200000 | 29.72 | 76.97 | 253.0 | 90.0 | 2.0 | 329.04 | 158.33 | 5.48 | -927.04 | 21.65 | 34.0 | 1471.67 | 52.0 | 11.00 | 35.50 | 19.50 | 45.00 | 16.25 | -6.800000 |
| 1596 | 1596 | 24.0 | 735.0 | 175.0 | 175.0 | 4.200 | 14.100000 | 29.72 | 76.97 | 253.0 | 90.0 | 2.0 | 329.04 | 158.33 | 5.48 | -927.04 | 21.65 | 34.0 | 1471.67 | 52.0 | 11.00 | 35.50 | 19.50 | 45.00 | 16.25 | 0.800000 |
| 1597 | 1597 | 22.3 | 1166.0 | 7.5 | 7.5 | 19.260 | 91.476667 | 21.54 | 101.16 | 587.0 | 90.0 | 6.0 | 258.93 | 42.42 | 155.94 | -316.58 | 0.01 | 11.0 | 1299.67 | 53.5 | 18.00 | 31.50 | 30.75 | 37.75 | 20.75 | 8.690000 |
| 1598 | 1598 | 22.3 | 1166.0 | 22.5 | 22.5 | 18.200 | 91.476667 | 21.54 | 101.16 | 587.0 | 90.0 | 6.0 | 258.93 | 42.42 | 155.94 | -316.58 | 0.01 | 11.0 | 1299.67 | 53.5 | 18.00 | 31.50 | 30.75 | 37.75 | 20.75 | 8.690000 |
| 1599 | 1599 | 22.3 | 1166.0 | 37.5 | 37.5 | 16.060 | 91.476667 | 21.54 | 101.16 | 587.0 | 90.0 | 6.0 | 258.93 | 42.42 | 155.94 | -316.58 | 0.01 | 11.0 | 1299.67 | 53.5 | 18.00 | 31.50 | 30.75 | 37.75 | 20.75 | 8.690000 |
| 1600 | 1600 | 22.3 | 1166.0 | 52.5 | 52.5 | 12.700 | 113.726667 | 21.54 | 101.16 | 587.0 | 90.0 | 6.0 | 258.93 | 42.42 | 155.94 | -316.58 | 0.01 | 11.0 | 1299.67 | 53.5 | 18.00 | 31.50 | 30.75 | 37.75 | 20.75 | 25.366667 |
| 1601 | 1601 | 22.3 | 1166.0 | 7.5 | 7.5 | 11.850 | 29.566667 | 21.56 | 101.14 | 795.0 | 90.0 | 6.0 | 66.63 | 0.00 | 292.55 | -316.58 | 0.01 | 12.0 | 1250.00 | 53.5 | 20.75 | 32.75 | 29.75 | 37.50 | 21.75 | -8.133333 |
| 1602 | 1602 | 22.3 | 1166.0 | 22.5 | 22.5 | 7.988 | 29.566667 | 21.56 | 101.14 | 795.0 | 90.0 | 6.0 | 66.63 | 0.00 | 292.55 | -316.58 | 0.01 | 12.0 | 1250.00 | 53.5 | 20.75 | 32.75 | 29.75 | 37.50 | 21.75 | -8.133333 |
| 1603 | 1603 | 22.3 | 1166.0 | 37.5 | 37.5 | 5.426 | 29.566667 | 21.56 | 101.14 | 795.0 | 90.0 | 6.0 | 66.63 | 0.00 | 292.55 | -316.58 | 0.01 | 12.0 | 1250.00 | 53.5 | 20.75 | 32.75 | 29.75 | 37.50 | 21.75 | -8.133333 |
| 1604 | 1604 | 22.3 | 1166.0 | 52.5 | 52.5 | 3.264 | 29.566667 | 21.56 | 101.14 | 795.0 | 90.0 | 6.0 | 66.63 | 0.00 | 292.55 | -316.58 | 0.01 | 12.0 | 1250.00 | 53.5 | 20.75 | 32.75 | 29.75 | 37.50 | 21.75 | -8.133333 |